118 agent tools in this category, ranked by GitHub stars for now. Hands-on test results will replace this ranking as they finish.
The three most-starred tools here. Not tested together yet.
Step-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best practices and co
npx skills add github/awesome-copilot --skill cosmosdb-datamodelingAssists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column
npx skills add google/skills --skill bigtable-basicsScans Algorand smart contracts for 11 common vulnerabilities including rekeying attacks, unchecked transaction fees, missing field validations, and access contr
npx skills add trailofbits/skills --skill algorand-vulnerability-scanner| Tool | Stars | Last update | License | |
|---|---|---|---|---|
| cosmosdb-datamodeling Step-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best practi SkillInstall · skills CLI | 41,117 | — | ||
| bigtable-basics Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuri SkillInstall · skills CLI | 24,122 | — | ||
| algorand-vulnerability-scanner Scans Algorand smart contracts for 11 common vulnerabilities including rekeying attacks, unchecked transaction fees, missing field validations, and ac SkillInstall · skills CLI | 8,169 | — | ||
| cairo-vulnerability-scanner Scans Cairo/StarkNet smart contracts for 6 critical vulnerabilities including felt252 arithmetic overflow, L1-L2 messaging issues, address conversion SkillInstall · skills CLI | 8,169 | — | ||
| cosmos-vulnerability-scanner Scans Cosmos SDK blockchain modules and CosmWasm contracts for consensus-critical vulnerabilities — chain halts, fund loss, state divergence. 25 core SkillInstall · skills CLI | 8,169 | — | ||
| solana-vulnerability-scanner Scans Solana programs for 6 critical vulnerabilities including arbitrary CPI, improper PDA validation, missing signer/ownership checks, and sysvar spo SkillInstall · skills CLI | 8,169 | — | ||
| substrate-vulnerability-scanner Scans Substrate/Polkadot pallets for 7 critical vulnerabilities including arithmetic overflow, panic DoS, incorrect weights, and bad origin checks. Us SkillInstall · skills CLI | 8,169 | — | ||
| ton-vulnerability-scanner Scans TON (The Open Network) smart contracts for 3 critical vulnerabilities including integer-as-boolean misuse, fake Jetton contracts, and forward TO SkillInstall · skills CLI | 8,169 | — | ||
| ena-database Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and bioinf SkillInstall · skills CLI | 3,816 | — | ||
| azure-cosmos-db-py Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual au SkillInstall · skills CLI | 3,201 | — | ||
| azure-cosmos-java Azure Cosmos DB SDK for Java. NoSQL database operations with global distribution, multi-model support, and reactive patterns. Triggers: "CosmosClient SkillInstall · skills CLI | 3,201 | — | ||
| azure-cosmos-py Azure Cosmos DB SDK for Python (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data. Triggers: "cosmos db", "CosmosC SkillInstall · skills CLI | 3,201 | — | ||
| azure-cosmos-rust Azure Cosmos DB library for Rust (NoSQL API). Document CRUD, containers, and globally distributed data. Triggers: "cosmos db rust", "CosmosClient rust SkillInstall · skills CLI | 3,201 | — | ||
| azure-cosmos-ts Azure Cosmos DB JavaScript/TypeScript SDK (@azure/cosmos) for data plane operations. Use for CRUD operations on documents, queries, bulk operations, a SkillInstall · skills CLI | 3,201 | — | ||
| azure-data-tables-java Build table storage applications with Azure Tables SDK for Java. Use when working with Azure Table Storage or Cosmos DB Table API for NoSQL key-value SkillInstall · skills CLI | 3,201 | — | ||
| azure-data-tables-py Azure Tables SDK for Python (Storage and Cosmos DB). Use for NoSQL key-value storage, entity CRUD, and batch operations. Triggers: "table storage", "T SkillInstall · skills CLI | 3,201 | — | ||
| azure-mgmt-mongodbatlas-dotnet Manage MongoDB Atlas Organizations as Azure ARM resources using Azure.ResourceManager.MongoDBAtlas SDK. Use when creating, updating, listing, or delet SkillInstall · skills CLI | 3,201 | — | ||
| azure-resource-manager-redis-dotnet Azure Resource Manager SDK for Redis in .NET. Use for MANAGEMENT PLANE operations: creating/managing Azure Cache for Redis instances, firewall rules, SkillInstall · skills CLI | 3,201 | — | ||
| redis-patterns Redis patterns including caching strategies, pub/sub, streams for event processing, Lua scripts, and data structures SkillInstall · skills CLI | 2,836 | — | ||
| dynamodb AWS DynamoDB NoSQL database for scalable data storage. Use when designing table schemas, writing queries, configuring indexes, managing capacity, impl SkillInstall · skills CLI | 1,175 | — | ||
| crystaljson How to use CrystalJson, the custom JSON library in SnowBank.Core (namespace SnowBank.Data.Json). Covers the JsonValue DOM (JsonObject / JsonArray / Js SkillInstall · skills CLI | 158 | — | ||
| foundationdb-advanced-layers Advanced engineering for sophisticated FoundationDB layers with the .NET client (FoundationDB.Client / SnowBank) — the cluster model and transaction l SkillInstall · skills CLI | 158 | — | ||
| foundationdb-aspire How to run a FoundationDB cluster and connect to it from .NET — getting the IFdbDatabaseProvider that the keys/transactions/layers skills assume you a SkillInstall · skills CLI | 158 | — | ||
| foundationdb-keys-and-layers How to correctly encode keys and values, use subspaces and the Directory layer, and write custom "Layers" with the FoundationDB .NET client (Foundatio SkillInstall · skills CLI | 158 | — | ||
| foundationdb-transactions How to correctly run transactions with the FoundationDB .NET client (FoundationDB.Client / SnowBank): the db.ReadAsync / WriteAsync / ReadWriteAsync r SkillInstall · skills CLI | 158 | — | ||
| snowbank-slices-and-buffers How to correctly use the Slice type and its companions (SliceReader, SliceWriter, SliceOwner) for binary data in the FoundationDB .NET client / SnowBa SkillInstall · skills CLI | 158 | — | ||
| neo4j-driver-python-skill Neo4j Python Driver v6 — driver lifecycle, execute_query, managed and explicit transactions, async (AsyncGraphDatabase), result handling, data type ma SkillInstall · skills CLI | 122 | — | ||
| neo4j-gds-skill Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — covers graphdatascience client 2.x, GraphDataScience, gds.graph.project.n SkillInstall · skills CLI | 122 | — | ||
| neo4j-graphql-skill Build and configure a GraphQL API backed by Neo4j using @neo4j/graphql v7 (current) or v5 (LTS). Covers Neo4jGraphQL constructor, getSchema(), assertI SkillInstall · skills CLI | 122 | — | ||
| neo4j-import-skill Import structured data into Neo4j — LOAD CSV, CALL IN TRANSACTIONS, neo4j-admin database import full (offline bulk), apoc.load.csv/json, apoc.periodic SkillInstall · skills CLI | 122 | — | ||
| neo4j-kafka-skill Configure and operate the Neo4j Connector for Kafka (sink + source) and the native Neo4j CDC API. Covers Cypher/Pattern/CUD sink strategies, CDC-based SkillInstall · skills CLI | 122 | — | ||
| neo4j-migration-skill Migrates Neo4j driver code and Cypher queries from older versions (4.x, 5.x) to current (2025.x/2026.x, Cypher 25). Covers Python, JavaScript/Node.js, SkillInstall · skills CLI | 122 | — | ||
| neo4j-modeling-skill Design, review, and refactor Neo4j graph data models. Use when choosing node labels vs relationship types vs properties, migrating relational/document SkillInstall · skills CLI | 122 | — | ||
| neo4j-ontology-skill Author and validate Neo4j Ontology Graph Specification (ontology graph spec) documents. Use when writing or editing an ontology, defining nodes and re SkillInstall · skills CLI | 122 | — | ||
| neo4j-query-tuning-skill Diagnoses and fixes slow Neo4j Cypher queries by reading execution plans, identifying bad operators (AllNodesScan, CartesianProduct, Eager, NodeByLabe SkillInstall · skills CLI | 122 | — | ||
| neo4j-security-skill Programmatic security management in Neo4j — RBAC/ABAC, user lifecycle (CREATE/ALTER/DROP USER), role lifecycle (CREATE/GRANT ROLE/DROP ROLE), privileg SkillInstall · skills CLI | 122 | — | ||
| neo4j-spark-skill Use when reading from or writing to Neo4j with Apache Spark or Databricks using the Neo4j Connector for Apache Spark 6.0 (org.neo4j.connectors:spark) SkillInstall · skills CLI | 122 | — | ||
| render-keyvalue Provisions and configures Render Key Value (Redis-compatible Valkey 8) instances for caching, session storage, and job queues. Use when the user needs SkillInstall · skills CLI | 105 | — | ||
| Altscan explorers Keyless, read-only BNB Chain and Ethereum data: transactions by hash, tokens with a lookalike check MCP serverVerified domain · altscan.ioRemote● Live | — | — | ||
| ArcadeDB Multi-Model database with built-in MCP server for SQL, Cypher, Gremlin, and GraphQL. MCP serverGitHub-verified author | — | — | ||
| Base DEX Liquidity, Honeypot & Token Safety Scanner Real-time DEX liquidity, 24h buy/sell symmetry, Base bytecode check & 0-100 honeypot score. MCP serverVerified domain · ceadigital.ioRemote● LivePaid calls | — | — | ||
| Base L2 Transaction Simulator & Wallet Drain Guard Pre-execution Base eth_call/eth_estimateGas simulator & ERC-20 approve drain detector. MCP serverVerified domain · ceadigital.ioRemote● LivePaid calls | — | — | ||
| cc.accrue/mcp Stablecoin Yield Index (SYX) and live USDC vault APYs across Ethereum, Base, Arbitrum. MCP serverVerified domain · accrue.ccRemote● LiveFree to try | — | — | ||
| com.googleapis.firestore/mcp Interact with your Google Cloud Firestore resources using natural language commands. MCP serverVerified domain · firestore.googleapis.comRemote● LiveAPI key needed | — | — | ||
| com.googleapis.memorystore/mcp Provides tools to manage Memorystore for Valkey instances and backups. MCP serverVerified domain · memorystore.googleapis.comRemote● LiveAPI key needed | — | — | ||
| com.pulsemcp/dynamodb MCP server for AWS DynamoDB with fine-grained tool control and configurable access levels. MCP serverVerified domain · pulsemcp.comLocal · npm | — | — | ||
| Datagoat Governed decision engine: yes/no, score, choice and rank answers about cases, from past outcomes. MCP serverVerified domain · datagoat.ioRemoteSign-in needed | — | — | ||
| Devart MCP Server for MySQL (ADO.NET) Schema-aware read/write access to MySQL through Devart dotConnect ADO.NET data provider. MCP serverVerified domain · devart.comLocal · NuGet | — | — | ||
| Dynobase Query DynamoDB from AI tools through the Dynobase desktop app. Read-only unless you allow writes. MCP serverGitHub-verified authorLocal · MCPB | — | — | ||
| Dynoxide A DynamoDB emulator with an MCP server exposing 35 DynamoDB tools to coding agents. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| EPANET MCP Server MCP server for EPANET water-distribution network simulation and scenario analysis. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| esmole Elasticsearch 7.x/8.x with connections managed at runtime by the agent, SSH tunnels, readonly. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| Etherscan Read-only Etherscan V2 blockchain data: balances, transactions, transfers, tokens, contracts, logs. MCP serverVerified domain · etherscan.ioRemote● LiveFree to try | — | — | ||
| Etherscan Etherscan MCP — multichain block-explorer API (Etherscan V2) MCP serverBulk publisher · 1,915 entriesGitHub-verified authorLocal · npm | — | — | ||
| Firebase MCP Firebase MCP server: query and edit Firestore documents, look up and manage Auth users. MCP serverVerified domain · renzojohnson.comLocal · npm | — | — | ||
| firestore-native Connect and interact with Firestore databases, collections, and documents. PluginAnthropic marketplace | — | — | ||
| Harbor AIops Governed Harbor registry operations — 39 MCP tools with audit. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| io.github.Aguantar/kafka-dataops-mcp DataOps Kafka MCP server with consumer lag diagnosis and broker monitoring MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| io.github.bluwork/mongo-scout-mcp Scout your MongoDB databases with AI - safety features, live monitoring, and data quality MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.borglayerdev/borglayer-mcp Search, appraise & buy domains across 5 chains (USDC/USDT/USD1/USDG) via verified escrow. MCP serverGitHub-verified authorRemoteDown | — | — | ||
| io.github.CloudCorpRecords/cacheport Key-value cache over Redis: set, get, delete and list keys. MCP serverBulk publisher · 430 entriesGitHub-verified authorLocal · npm | — | — | ||
| io.github.couchbase/mcp-server-couchbase Couchbase MCP servers: Operational and Operational Insights clusters. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.cr7258/elasticsearch-mcp-server MCP server for interacting with Elasticsearch MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.daedalus/mcp-redis-server MCP server that exposes Redis API to AI models MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.infoinlet-marketplace/mcp-elasticsearch Read-only Elasticsearch/OpenSearch for AI agents — search, indices, mappings, count, health. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.infoinlet-marketplace/mcp-mongodb Read-only MongoDB for AI agents — find, aggregate (no write stages), count, stats. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.infoinlet-marketplace/mcp-redis Read-only Redis for AI agents — keys, hashes, lists, sets, sorted sets, streams, INFO. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.kitsune-de/hyperliquid-mcp Read-only Hyperliquid data: markets, funding rates, order books, candles, positions and fills MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.MatthewSherlin/mushroomdb Embedded graph database for agents: declare association rules once, edges maintain themselves. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.mongodb-js/mongodb-mcp-server MongoDB Model Context Protocol Server MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.mrfentmen/hex-mcp Keyless MCP server for Hex: Elixir and Erlang package versions, docs, downloads, releases. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | — | — | ||
| io.github.mrfentmen/hex-pm-mcp Hex: Erlang and Elixir package details, versions and download counts - keyless. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | — | — | ||
| io.github.mshegolev/harbor-registry-mcp Harbor Registry MCP — projects, repos, artifacts, storage reports, cleanup (with dry-run). MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.neo4j-contrib/mcp-neo4j-aura-manager MCP server for Neo4j Aura Database Instance Manager. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.neo4j-contrib/mcp-neo4j-cypher A simple Neo4j MCP server that allows you to run Cypher queries against a Neo4j database. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.neo4j-contrib/mcp-neo4j-data-modeling A simple Neo4j MCP server for creating graph data models. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.neo4j-labs/neo4j-mcp-canary Neo4j MCP Canary — The canary goes first so the rest of us know what's coming MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.p1xelapp/solana-nft-mcp Read-only Solana NFT data for AI: ownership history, custody rules, marketplace sales and floors. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.PCfVW/mcp-arangodb-async Async MCP server for ArangoDB: 46 tools for graphs, queries, and multi-tenancy. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| io.github.soba-labs/krs-mcp Polish KRS company register: search by name, KRS, NIP or REGON and fetch official extracts. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.techops-services/keeperhub-mcp MCP server for KeeperHub blockchain workflow automation MCP serverGitHub-verified authorRemoteDown | — | — | ||
| io.github.upstash/mcp-server No longer maintained. Use the remote Upstash MCP server: https://mcp.upstash.com/mcp MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.upstash/redis-mcp Run Redis commands and look up Upstash Redis Search docs against Upstash Redis over HTTP or TCP. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.vdappdev2/address MCP server for Verus addresses — generate, validate, list transparent and shielded addresses MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.vdappdev2/data MCP server for Verus on-chain data retrieval, decryption, signing, and verification MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.vdappdev2/definecurrency MCP server for defining Verus currencies — tokens, fractional baskets, centralized, ERC-20 mapped MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.winter0x/lighter-mcp Read Lighter perpetual markets and place guarded orders, including the H100 compute-price market. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.winter0x/nockchain-mcp Community-built read-only Nockchain access: balances, payment verification, blocks, node health. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| IronShard Object Storage Sandbox Create a free sandbox object storage bucket; upload, download, list, inspect, and delete objects. MCP serverVerified domain · ironshard.aiRemote● Live | — | — | ||
| MinIO AIops Governed MinIO ops: capacity RCA, exposure audit, ILM, WORM retention, IAM, healing, 48 tools. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| Mongo ObjectId 24-hex, value discarded Mongo ObjectId 24-hex, value discarded MCP serverBulk publisher · 2,366 entriesGitHub-verified authorRemote● LiveFree to try | — | — | ||
| Mongo ObjectId base64 shape, value discarded Mongo ObjectId base64 shape, value discarded MCP serverBulk publisher · 2,366 entriesGitHub-verified authorRemote● LiveFree to try | — | — | ||
| Mongo ObjectId hex length, value discarded Mongo ObjectId hex length, value discarded MCP serverBulk publisher · 2,366 entriesGitHub-verified authorRemote● LiveFree to try | — | — | ||
| Mongo ObjectId shape Mongo ObjectId shape MCP serverBulk publisher · 2,366 entriesGitHub-verified authorRemote● LiveFree to try | — | — | ||
| NANO MCP Nano cryptocurrency operations wallet, balance, transactions via MCP MCP serverGitHub-verified authorRemoteDown | — | — | ||
| Nodle IoT Dashboard Fleets, devices, detections and webhooks on the Nodle Bluetooth Low Energy network. MCP serverVerified domain · nodle.comRemoteSign-in needed | — | — | ||
| ObjectId 4-byte time prefix, value discarded ObjectId 4-byte time prefix, value discarded MCP serverBulk publisher · 2,366 entriesGitHub-verified authorRemote● LiveFree to try | — | — | ||
| OneSource MCP Blockchain data, Deepstate and Standard Reserve markets, live chain queries, and API docs MCP serverVerified domain · onesource.ioLocal · npm | — | — | ||
| OrbitWan.io Wanchain explorer and analytics. Premium data: prepaid credit or standard x402 (0.01 USDC/request). MCP serverVerified domain · orbitwan.ioRemote● LiveFree to try | — | — | ||
| PackageMaze Private npm and PyPI Feeds with repository setup, scoped CI access, and package activity. MCP serverVerified domain · packagemaze.comRemoteSign-in needed | — | — | ||
| PickShade color tools 18 color tools: OKLCH, WCAG and APCA contrast fixes, palettes, gradients, color blindness, tokens. MCP serverVerified domain · pickshade.comRemote● LiveFree to try | — | — | ||
| Port 6379 Whether 6379 is a common TCP/UDP port. MCP serverBulk publisher · 2,366 entriesGitHub-verified authorRemote● LiveFree to try | — | — | ||
| Pump SDK MCP Server Build extend and maintain pump - Token creation buying selling migration fee collection MCP serverGitHub-verified authorLocal · npm | — | — | ||
| pump.fun Solana Data Free, read-only pump.fun + Solana MCP: token discovery, on-chain analysis, SNS, 3D snapshots. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| Queue AIops Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 28 tools. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| QuintaDB No-code databases, forms, portals and AI sites. Manage records and automation via natural language. MCP serverVerified domain · quintadb.comRemote● LiveAPI key needed | — | — | ||
| QuintaDB No-code databases, forms, portals and AI sites. Manage records and automation via natural language. MCP serverVerified domain · quintadb.ruRemote● LiveAPI key needed | — | — | ||
| Redis MCP Server Read-first Redis MCP: SCAN key explorer, keyspace/TTL/memory/slowlog stats, DBA advisor MCP serverGitHub-verified authorLocal · npm | — | — | ||
| Redis MCP Server Natural language interface designed for agentic applications to manage and search data in Redis. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| redis-development Redis development best practices — data structures, query engine, vector search, caching, and performance optimization PluginAnthropic marketplace | — | — | ||
| SetGet General-purpose shared key-value scratchpad for AI agents: store, share, count and watch any data. MCP serverVerified domain · setget.netRemote● Live | — | — | ||
| SpecProof SpecProof: Search standards specs with MCP-ready precision. MCP serverVerified domain · specproof.aiRemote● LiveAPI key needed | — | — | ||
| Symbol (XYM) Read-only MCP server for the Symbol blockchain (XYM): node health, harvesting, voting keys. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| toro4n Draw, shape, and edit Neo4j graph data models in toro4n with your AI assistant. MCP serverVerified domain · toro4n.comRemoteSign-in needed | — | — | ||
| Upstash Hosted Upstash MCP server: Redis, QStash, Workflow, Vector, Search, Box and Blob, with OAuth. MCP serverGitHub-verified authorRemoteSign-in needed | — | — | ||
| VaultBags Autonomous RWA treasury on Solana: daily allocation, on-chain receipts, proofs, your own vault. MCP serverVerified domain · vaultbags.appRemote● LiveFree to try | — | — | ||
| Wallet and token data on 5 EVM chains Wallet balances, token prices, gas, decoded transactions and ENS on 5 EVM chains. No RPC key. MCP serverGitHub-verified authorLocal · Docker | — | — | ||
| wasm-mcp Read-only MCP server for the WebAssembly spec: instructions, types, sections, search, proposals. MCP serverGitHub-verified authorLocal · npm | — | — |
Filters apply to the top 118 of 118 tools by stars. Full list for agents: data-nosql.json